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Control LLM cold starts with staged readiness checks, warm-pool policy and first-session tests for real-time AI avatars on private GPUs.
Design AI-agent idempotency with stable action keys, atomic claims, status reconciliation and retry-safe execution for real-time avatars.
Keep avatar RAG current with freshness objectives, versioned indexing, deletion propagation, cache invalidation and twelve production tests.
Design AI abstention for real-time avatars with answerability gates, reason codes, safe recovery paths, cost-weighted tests and deployment trade-offs.
Design acoustic echo cancellation for voice AI avatars with render references, double-talk tests, endpoint contracts and deployment trade-offs.
Build governed context for AI avatars with permission-aware turn packets, provenance, token budgets, expiry rules and production tests.
